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Use when executing implementation plans with independent tasks - dispatch fresh subagent per task with two-stage review
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Based on SOC occupation classification
Debug frontend vanilla JS issues - console errors, rendering bugs, SPA navigation, WebSocket
Automates the process of setting up the first admin user or adding new admins via the bootstrap endpoint. Includes a Python script for easy execution.
Push to remote and wait for CI to pass. If CI fails, read logs, fix bugs, and re-push. Repeat until green.
Use when building or debugging LangGraph multi-agent systems - eval-first execution, task decomposition, model routing by complexity, and cost discipline
Use when AI agent modifies API routes or backend logic - catch systematic blind spots where the same model writes and reviews code
Use when making or recording significant architectural decisions - capture context, alternatives, and rationale as structured ADRs
| name | subagent-driven-development |
| description | Use when executing implementation plans with independent tasks - dispatch fresh subagent per task with two-stage review |
Execute plan by dispatching fresh subagent per task, with two-stage review after each: spec compliance first, then code quality.
Fresh subagent per task + two-stage review (spec then quality) = high quality, fast iteration
